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Keywords:Paycheck Protection Program 

Discussion Paper
Where Have the Paycheck Protection Loans Gone So Far?

The Paycheck Protection Program (PPP) is a central piece of the CARES Act. In the program’s first round, $349 billion in forgivable government-guaranteed loans were extended to small businesses to cover costs related to payroll and utilities, as well as mortgage and rent payments. The program opened for applications on April 3 and was oversubscribed by April 16. Because of its popularity, lawmakers passed a new bill replenishing the fund with another $310 billion and the Small Business Administration (SBA) started approving loans again on April 27. With a new round of PPP lending underway, ...
Liberty Street Economics , Paper 20200506

Discussion Paper
Who Benefited from PPP Loans by Fintech Lenders?

In the previous post, we discussed inequalities in access to credit from the Paycheck Protection Program (PPP), showing that, although fintech lenders had a small share of total PPP loan volumes, they provided important support for underserved borrowers. In this post, we ask whether smaller firms received the amount of PPP credit that they requested, and whether loans went to the hardest-hit areas and mitigated job losses. Our results indicate that fintech providers were a key channel in reaching minority-owned firms, the smallest of small businesses, and borrowers most affected by the ...
Liberty Street Economics , Paper 20210527c

Working Paper
Bank Incentives and the Effect of the Paycheck Protection Program

We assess the role of banks in the Paycheck Protection Program (PPP), a large and unprecedented small-business support program instituted as a response to the COVID-19 crisis in the United States. In 2020, the PPP administered more than $525 billion in loans and grants to small businesses through the banking system. First, we provide empirical evidence of heterogeneity in the allocation of PPP loans. Firms that were larger and less affected by the COVID-19 crisis received loans earlier, even in a within-bank analysis. Second, we develop a model of PPP allocation through banks that is ...
Working Papers , Paper 21-15

Working Paper
Optimal Allocation of Relief Funds: The Case of the Paycheck Protection Program

The Paycheck Protection Program (PPP) was a large and unprecedented small-business support program that allocated $800 billion in loans and grants to small businesses following the onset of the COVID-19 crisis. This paper explores the optimal allocation of funds across firms and the distortions caused by allocating these funds through banks. We show that it can be optimal to allocate funds to the least or most affected firms depending on the underlying distribution of the shock that firms face, the firms’ financial position, and the total budget available for the program. In the model, as ...
Working Papers , Paper 21-16

Discussion Paper
Did Changes to the Paycheck Protection Program Improve Access for Underserved Firms?

Prior research has shown that many small and minority-owned businesses failed to receive Paycheck Protection Program (PPP) loans in 2020. To increase program uptake to underserved firms, several changes were made to the PPP in 2021. Using data from the Federal Reserve Banks’ 2021 Small Business Credit Survey, we argue that these changes were effective in improving program access for nonemployer firms (that is, businesses with no employees other than the owner(s)). The changes may also have encouraged more applications from minority-owned firms, but they do not appear to have reduced ...
Liberty Street Economics , Paper 20220706

Working Paper
The Tail That Wagged the Dog: What Explains the Persistent Employment Effect of the 10-Day PPP Funding Delay?

This study explores the mechanisms explaining the large, persistent effect of the 10-day funding delay in the 2020 Paycheck Protection Program (PPP) on employment recovery during the COVID-19 pandemic, as estimated by Doniger and Kay (2021). We find that the top 1 percent of urban counties by population fully account for the significant effect of the delay on county-level employment. The strong correlation between worse loan delay and slower employment growth in these counties is due to a factor commonly omitted from analyses: The nature of business and the high rate of human interactions in ...
Working Papers , Paper 23-6

Journal Article
The Great Resignation and the Paycheck Protection Program

A prominent feature of the US labor markets during the recovery from the COVID-19 recession was a high level of worker separations in the form of quits. This phenomenon, sometimes referred to as the Great Resignation, cannot be fully explained by the strength of the recovery. We show that firms that employ fewer than 250 individuals played a disproportionately larger role in generating excess quits during this episode. We further argue that the availability of Paycheck Protection Program funds might have prevented some “usual” reallocation from happening early on and thus subsequently ...
Economic Commentary , Volume 2022 , Issue 15 , Pages 5

Journal Article
Was the Paycheck Protection Program Effective?

The Paycheck Protection Program offered timely COVID-19 relief, but a new study found that most of its funds failed to reach the workers it was meant to help.
The Regional Economist

Discussion Paper
Who Received PPP Loans by Fintech Lenders?

Small businesses not only account for 47 percent of U.S employment but also provide a pathway to success for minorities and women. During the coronavirus pandemic, these small businesses—especially those owned by minorities—were hard hit as consumers reduced spending disproportionately on services that require in-person physical interaction, such as hotels and restaurants. In response, the U.S. government launched the Paycheck Protection Program (PPP) to provide guaranteed and potentially forgivable small business loans. In this post, we examine financial technology (fintech) lenders ...
Liberty Street Economics , Paper 20210527b

A Post-Mortem of the Paycheck Protection Program

The Paycheck Protection Program, which ended on May 31, involved thousands of lenders and $800 billion in small-business loans. How successful was the PPP?
On the Economy

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